{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize model performance against model scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import linregress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_names = [\"Minerva 540B\", \"PaLM 540B\", \"PaLM 64B\", \n",
    "               \"LLaMA 65B\", \"LLaMA 33B\", \"LLaMA 13B\", \"FlanT5 11B\", \"LLaMA 7B\", \"FlanT5 3B\"]\n",
    "model_scale = [540, 540, 64, 65, 33, 13, 11, 7, 3]\n",
    "model_perf = [58.8, 56.9, 52.4, 50.9, 35.6, 17.8, 16.1, 11, 13.5]\n",
    "\n",
    "fig = plt.figure(figsize=(5, 4), dpi=200)\n",
    "for i in range(len(model_names)):\n",
    "    plt.scatter(model_scale[i], model_perf[i], \n",
    "                label=model_names[i], color=\"C%d\" %i,\n",
    "                s=200\n",
    "                )\n",
    "plt.xlabel(\"Model Scale\")\n",
    "plt.ylabel(\"GSM8k Accuracy\")\n",
    "plt.xscale(\"log\")\n",
    "\n",
    "# Fit linear regression\n",
    "slope, intercept, r_value, p_value, std_err = linregress(np.log10(model_scale), model_perf)\n",
    "x = np.linspace(1, 600, 100)\n",
    "y = slope * np.log10(x) + intercept\n",
    "\n",
    "# Plot regression line\n",
    "plt.plot(x, y, color='black', linestyle='--')\n",
    "\n",
    "plt.axhline(y=92, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 92.5, \"GPT-4\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=81.8, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 81.8, \"Claude-v1.3\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=80.7, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 80.7-5, \"PaLM-2\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=74.9, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 74.9-5, \"GPT-3.5-Turbo\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=66.6, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 67-5, \"Code-davinci-002\", color='#1f77b4')\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_names = [\"PaLM 540B\", \"PaLM 64B\", \n",
    "               \"LLaMA 65B\", \"LLaMA 33B\", \"LLaMA 13B\", \"FlanT5 11B\", \"LLaMA 7B\", \"FlanT5 3B\"]\n",
    "model_scale = [ 540, 64, 65, 33, 13, 11, 7, 3]\n",
    "model_perf = [62.9, 49.0,\t63.4, 57.8, 46.9, 48.6, 35.1, 45.5]\n",
    "\n",
    "fig = plt.figure(figsize=(5, 4), dpi=200)\n",
    "for i in range(len(model_names)):\n",
    "    plt.scatter(model_scale[i], model_perf[i], \n",
    "                label=model_names[i], color=\"C%d\" % (i + 1),\n",
    "                s=200\n",
    "                )\n",
    "plt.xlabel(\"Model Scale\")\n",
    "plt.ylabel(\"MMLU Accuracy\")\n",
    "plt.xscale(\"log\")\n",
    "\n",
    "# Fit linear regression\n",
    "slope, intercept, r_value, p_value, std_err = linregress(np.log10(model_scale), model_perf)\n",
    "x = np.linspace(1, 600, 100)\n",
    "y = slope * np.log10(x) + intercept\n",
    "# Plot regression line\n",
    "plt.plot(x, y, color='black', linestyle='--')\n",
    "\n",
    "plt.axhline(y=86.4, linestyle='--', color='C0')\n",
    "plt.text(3.5, 87, \"GPT-4\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=74.8, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 75, \"Claude-v1.3\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=78.3, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 79, \"PaLM-2\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=67.3, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 68, \"GPT-3.5-Turbo\", color='#1f77b4')\n",
    "\n",
    "plt.axhline(y=64.5, linestyle='--', color='#1f77b4')\n",
    "plt.text(3.5, 64.5-3, \"Code-davinci-002\", color='#1f77b4')\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "# plt.subplots_adjust(right=0.7, bottom=0.2, top=0.8, left=0.1, wspace=0.2, hspace=0.2, \n",
    "#                     bbox_extra_artists=[plt.get_legend()])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dl_py3.10",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
